Predicting CIN rates from single-cell whole genome sequencing data using anin silicomodel

Author:

Bakker Bjorn,Schubert MichaelORCID,Bolhaqueiro Ana C.F.,Kops Geert J.P.L.ORCID,Spierings Diana. C.J.,Foijer FlorisORCID

Abstract

AbstractChromosomal instability (CIN) drives the formation of karyotype aberrations in cancer cells and is a major contributor to intra-tumour heterogeneity, metastasis, and therapy resistance. Understanding how CIN contributes to tumour karyotype evolution requires quantification of CIN rates in primary tumours. Single-cell sequencing-based technologies enable the detection of karyotype heterogeneity, however deducing the actual CIN rates that underlie intra-tumour heterogeneity is still complicated. We have developed anin-silicomodel, calledCINsim, to simulate the karyotype dynamics and validated our model in a murine mouse model for T-cell lymphoma (T-ALL) in which CIN is introduced by mutation of the Mps1 spindle assembly checkpoint protein.CINsimcan simulate karyotype evolution within physiologically relevant timescales, across a range of CIN rates, and across a range of karyotype-imposed survival and proliferation effects. We find thatCINsimcan accurately predict the CIN rates in chromosomal instable mouse T-ALLs as well as in human colon cancer organoids as observed by live-cell time-lapse imaging. We conclude thatCINsimis a powerful tool to estimate CIN rates from static single-cell DNA sequencing data by finding the most likely path from euploid founder cell to a heterogeneous tumour cell population.

Publisher

Cold Spring Harbor Laboratory

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